What book do doctors use to look up medical diagnostic criteria?

A standardized diagnostic manual called the DSM-IV is used for psychological disorders. Other illnesses are typically diagnosed by differential diagnosis or medical algorithms. To my knowledge there is no "Book" as such... if there is i would like one.